{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "statutory-referral",
   "metadata": {},
   "source": [
    "# Classical decomposition to compute trend and seasonality"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "august-baltimore",
   "metadata": {},
   "source": [
    "[Feature Engineering for Time Series Forecasting](https://www.trainindata.com/p/feature-engineering-for-forecasting)\n",
    "\n",
    "In this notebook we show how to compute a classical decomposition of a time series into trend and seasonality using Pandas and Statsmodels\n",
    "\n",
    "We will work with a monthly retail sales dataset (found [here](https://raw.githubusercontent.com/facebook/prophet/master/examples/example_retail_sales.csv)).\n",
    "\n",
    "For instructions on how to download, prepare, and store the dataset, refer to notebook number 1, in the folder \"01-Create-Datasets\" from this repo.\n",
    "\n",
    "## Data set synopsis\n",
    "The timeseries is collected between January 1992 and May 2016.\n",
    "\n",
    "It consists of a single series of monthly values representing sales volumes. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "rising-firmware",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "\n",
    "sns.set_context(\"talk\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "biblical-allowance",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "catholic-deposit",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\n",
    "    \"../Datasets/example_retail_sales.csv\", parse_dates=[\"ds\"], index_col=[\"ds\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "liquid-greene",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1992-01-01</th>\n",
       "      <td>146376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-02-01</th>\n",
       "      <td>147079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-03-01</th>\n",
       "      <td>159336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-01</th>\n",
       "      <td>163669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-01</th>\n",
       "      <td>170068</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 y\n",
       "ds                \n",
       "1992-01-01  146376\n",
       "1992-02-01  147079\n",
       "1992-03-01  159336\n",
       "1992-04-01  163669\n",
       "1992-05-01  170068"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "complimentary-library",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=[12, 5])\n",
    "\n",
    "df.plot(ax=ax, marker=\".\")\n",
    "ax.set_xlabel(\"Time\")\n",
    "ax.set_ylabel(\"Retail Sales\")\n",
    "ax.set_title(\"Retail Sales\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "attractive-right",
   "metadata": {},
   "source": [
    "# Classical decomposition"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "smart-services",
   "metadata": {},
   "source": [
    "## 1. Compute trend"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "infinite-professor",
   "metadata": {},
   "source": [
    "The data has a monthly frequency and we observe yearly seasonality (i.e., a pattern which repeats every 12 periods).\n",
    "\n",
    "Therefore, a 2x12-MA is recommended for the trend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "three-laser",
   "metadata": {},
   "outputs": [],
   "source": [
    "window_size = 12\n",
    "df[\"trend\"] = (\n",
    "    df.rolling(window=window_size)\n",
    "    .mean()  # Apply the 12-MA without a centered window\n",
    "    # The average is computed at the end of the window\n",
    "    .rolling(window=2)\n",
    "    .mean()  # Apply the 2-MA without a centred window\n",
    "    # The average is computed at the end of the window\n",
    "    .shift(-window_size // 2)  # Shift is required to align the 2x4-MA to what a\n",
    "    # centered window would have produced\n",
    "    # Integer division is used as shift() requires an int\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "junior-excess",
   "metadata": {},
   "source": [
    "## 2. De-trend the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "involved-eagle",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"y_detrended\"] = df[\"y\"] - df[\"trend\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fitting-tiger",
   "metadata": {},
   "source": [
    "## 3. Average over de-trended data for each month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "described-passport",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "      <th>trend</th>\n",
       "      <th>y_detrended</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1992-01-01</th>\n",
       "      <td>146376</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-02-01</th>\n",
       "      <td>147079</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-03-01</th>\n",
       "      <td>159336</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-01</th>\n",
       "      <td>163669</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-01</th>\n",
       "      <td>170068</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 y  trend  y_detrended  month\n",
       "ds                                           \n",
       "1992-01-01  146376    NaN          NaN      1\n",
       "1992-02-01  147079    NaN          NaN      2\n",
       "1992-03-01  159336    NaN          NaN      3\n",
       "1992-04-01  163669    NaN          NaN      4\n",
       "1992-05-01  170068    NaN          NaN      5"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Average over each month\n",
    "df[\"month\"] = df.index.month\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "artistic-joining",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "month\n",
       "1    -31085.898551\n",
       "2    -32941.297101\n",
       "3      3032.637681\n",
       "4     -2933.978261\n",
       "5     13554.688406\n",
       "6      4457.835145\n",
       "7      4140.364583\n",
       "8     10267.178819\n",
       "9    -11945.057292\n",
       "10    -3233.472222\n",
       "11    -1135.296875\n",
       "12    47751.626812\n",
       "Name: seasonality, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seasonality = df.groupby(\"month\").mean()[\"y_detrended\"]\n",
    "seasonality.name = \"seasonality\"\n",
    "seasonality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "collective-renewal",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=[12, 5])\n",
    "seasonality.plot(y=\"seasonality\", ax=ax, marker=\".\")\n",
    "ax.set_xlabel(\"Month\")\n",
    "ax.set_ylabel(\"Seasonality\")\n",
    "ax.set_title(\"Average of de-trended time series for each month\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eastern-butler",
   "metadata": {},
   "source": [
    "## 4. Repeat seasonal pattern each year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "wicked-primary",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "      <th>trend</th>\n",
       "      <th>y_detrended</th>\n",
       "      <th>month</th>\n",
       "      <th>seasonality</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1992-01-01</th>\n",
       "      <td>146376</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>-31085.898551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-02-01</th>\n",
       "      <td>147079</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>-32941.297101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-03-01</th>\n",
       "      <td>159336</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>3032.637681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-01</th>\n",
       "      <td>163669</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>-2933.978261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-01</th>\n",
       "      <td>170068</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>13554.688406</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 y  trend  y_detrended  month   seasonality\n",
       "ds                                                         \n",
       "1992-01-01  146376    NaN          NaN      1 -31085.898551\n",
       "1992-02-01  147079    NaN          NaN      2 -32941.297101\n",
       "1992-03-01  159336    NaN          NaN      3   3032.637681\n",
       "1992-04-01  163669    NaN          NaN      4  -2933.978261\n",
       "1992-05-01  170068    NaN          NaN      5  13554.688406"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.merge(right=seasonality, left_on=\"month\", right_index=True)\n",
    "df = df.sort_index()\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "diagnostic-gateway",
   "metadata": {},
   "source": [
    "## 5. Compute residual component "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "broken-hopkins",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"residual\"] = df[\"y\"] - df[\"trend\"] - df[\"seasonality\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "boxed-ranch",
   "metadata": {},
   "source": [
    "## 6. Plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "coastal-watson",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=4, figsize=[12, 12], sharex=True)\n",
    "\n",
    "df[\"y\"].plot(ax=ax[0], legend=\"y\")\n",
    "ax[0].set_ylabel(\"y\")\n",
    "\n",
    "df[\"trend\"].plot(ax=ax[1], legend=\"trend\")\n",
    "ax[1].set_ylabel(\"trend\")\n",
    "\n",
    "df[\"seasonality\"].plot(ax=ax[2], legend=\"seasonality\")\n",
    "ax[2].set_ylabel(\"seasonality\")\n",
    "\n",
    "df[\"residual\"].plot(ax=ax[3], marker=\".\", legend=\"residual\", ls=\"None\")\n",
    "ax[3].set_ylabel(\"residual\")\n",
    "\n",
    "ax[0].set_title(\"Classical decomposition of Retail Sales time series\")\n",
    "ax[3].set_xlabel(\"Time\")\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "authorized-anchor",
   "metadata": {},
   "source": [
    "# Classical decomposition using statsmodels"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "statewide-navigator",
   "metadata": {},
   "source": [
    "Statsmodels provides a method called `seasonal_decompose` which implements a classical (aka naive) decomposition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "monthly-gateway",
   "metadata": {},
   "outputs": [],
   "source": [
    "res = seasonal_decompose(x=df[\"y\"], model=\"additive\", period=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "still-minister",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ds\n",
       "1992-01-01              NaN\n",
       "1992-02-01              NaN\n",
       "1992-03-01              NaN\n",
       "1992-04-01              NaN\n",
       "1992-05-01              NaN\n",
       "1992-06-01              NaN\n",
       "1992-07-01    168127.041667\n",
       "1992-08-01    168537.583333\n",
       "1992-09-01    169125.541667\n",
       "1992-10-01    170120.958333\n",
       "Name: trend, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res.trend.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "unnecessary-junction",
   "metadata": {},
   "source": [
    "The trend has missing values at the edges because a centered moving average is used to compute the trend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "secondary-bones",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ds\n",
       "1992-01-01   -31080.009479\n",
       "1992-02-01   -32935.408030\n",
       "1992-03-01     3038.526752\n",
       "1992-04-01    -2928.089190\n",
       "1992-05-01    13560.577477\n",
       "1992-06-01     4463.724216\n",
       "1992-07-01     4146.253655\n",
       "1992-08-01    10273.067891\n",
       "1992-09-01   -11939.168220\n",
       "1992-10-01    -3227.583151\n",
       "Name: seasonal, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res.seasonal.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "demanding-terrorist",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc(\"figure\", figsize=(10, 10))\n",
    "plt.rc(\"font\", size=5)\n",
    "res.plot();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "fsml",
   "language": "python",
   "name": "fsml"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
